{"uid":"cap_UOtGOAFbHzcRfgqrv-vUN","slug":"duplicate-observations-record-quality-audit-secondary-measure-071a8d6d","name":"Duplicate Observations — Record Quality Audit + Secondary-Measure Weighted Mean","description":"Duplicate observations — Record quality audit + Secondary-measure weighted mean: Record quality audit + Secondary-measure weighted mean for supplied duplicate observations records (duplicate_rows, total_rows). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-04-016?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","duplicate_rows","total_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"duplicate_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_rows":1,"dataset_group":"group-a","duplicate_rows":10},{"date":"2026-10-02","row_id":"row-2","total_rows":2,"dataset_group":"group-b","duplicate_rows":20},{"date":"2026-10-03","row_id":"row-3","total_rows":3,"dataset_group":"group-a","duplicate_rows":15},{"date":"2026-10-04","row_id":"row-4","total_rows":4,"dataset_group":"group-b","duplicate_rows":30}],"maxItems":200,"minItems":1},"field":{"enum":["duplicate_rows","total_rows"],"type":"string","default":"duplicate_rows"}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_muDrwPB_3SfSdYfXGHONS","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Runs two local analytical reports on supplied duplicate-observation records: a record quality audit and a secondary-measure weighted mean, for up to 200 rows.","exampleAgentPrompt":"Can you run a record quality audit and a weighted mean report on my duplicate observations data? I have 4 rows — row-1 (group-a, 2026-10-01, 10 duplicate_rows out of 1 total), row-2 (group-b, 2026-10-02, 20 out of 2), row-3 (group-a, 2026-10-03, 15 out of 3), row-4 (group-b, 2026-10-04, 30 out of 4) — and I want the weighted mean calculated on the duplicate_rows field.","exampleUseCases":[{"title":"ETL pipeline data quality check","prompt":"I just ran an ETL job and ended up with these duplicate row counts across 5 dataset groups. Can you audit the record quality and give me a weighted mean of duplicate_rows for these observations: row-1 (group-sales, 2026-11-01, 50 duplicate_rows, 200 total), row-2 (group-finance, 2026-11-02, 30 duplicate_rows, 150 total), row-3 (group-sales, 2026-11-03, 20 duplicate_rows, 100 total)?"},{"title":"Weekly deduplication summary report","prompt":"Every week I track duplicates across my datasets. Here are this week's records — row-A (team-alpha, 2026-10-07, 5 duplicate_rows, 500 total), row-B (team-beta, 2026-10-08, 12 duplicate_rows, 300 total), row-C (team-alpha, 2026-10-09, 8 duplicate_rows, 400 total) — please run a quality audit and weighted mean on the total_rows field."},{"title":"Multi-group dataset integrity audit","prompt":"I need to audit the integrity of duplicate records across three dataset groups before a data migration. Can you give me a record quality audit and a weighted mean report on these rows using the duplicate_rows field: row-1 (group-x, 2026-09-15, 100 duplicate_rows, 1000 total), row-2 (group-y, 2026-09-16, 50 duplicate_rows, 500 total), row-3 (group-z, 2026-09-17, 200 duplicate_rows, 2000 total)?"}],"resultDescription":"Two analytical reports generated locally: (1) a record quality audit assessing the supplied duplicate observation rows for quality issues such as anomalous ratios or missing values, and (2) a weighted mean computation on the selected field (duplicate_rows or total_rows) across the supplied rows, grouped as appropriate. No external data is fetched; all analysis is performed on the provided input rows.","failureModes":["Input array is empty or exceeds 200 rows — rejected with validation error","Required fields (row_id, dataset_group, date, duplicate_rows, total_rows) missing from any row — schema validation failure","Date field does not match YYYY-MM-DD format — pattern validation error","Numeric fields out of supported range (±1,000,000,000,000) — validation rejection","Invalid field enum value (not 'duplicate_rows' or 'total_rows') — rejected","Payment not provided or insufficient — x402 payment required response"],"whenToPreferThis":"Choose this endpoint when you need two simultaneous analytical reports — a record quality audit and a weighted mean — on a batch of up to 200 duplicate-observation records, entirely from supplied data with no external lookups. It is ideal for data quality pipelines, deduplication monitoring workflows, and dataset integrity audits where you already have the duplicate_rows and total_rows counts and want structured statistical summaries at low cost ($0.01 USDC for both reports).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-10T12:43:24.459Z","isFirstParty":false,"canonicalSlug":"duplicate-observations-record-quality-audit-secondary-measure-071a8d6d"}